{"id":1904,"date":"2025-03-19T14:28:53","date_gmt":"2025-03-19T14:28:53","guid":{"rendered":"http:\/\/staging.testgrid.io\/blog\/?p=1904"},"modified":"2025-12-19T15:52:42","modified_gmt":"2025-12-19T15:52:42","slug":"what-is-shift-left-testing","status":"publish","type":"post","link":"https:\/\/testgrid.io\/blog\/what-is-shift-left-testing\/","title":{"rendered":"Shift-Left Testing: Definition, Benefits, Challenges, and Best Practices"},"content":{"rendered":"\n<p>The testing landscape has witnessed a lot of advancements over time to satisfy the increasing demands for high-quality software. In today\u2019s agile world, organizations want to be efficient\u2014they want faster deployment cycles and evolving user requirements.<\/p>\n\n\n\n<p>As a result, it isn\u2019t surprising to see them explore new methodologies to evaluate an app\u2019s functionality, reliability, and quality.<\/p>\n\n\n\n<p>Shift left testing is one such methodology that enables organizations to release their products early into the market with proper quality checks.<\/p>\n\n\n\n<p>But what exactly is it? Why is it important? And how can you implement shift-left testing in development? Let\u2019s dissect it all in this blog post.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"974\" height=\"378\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2016\/11\/Shift-Left-Testing.jpg\" alt=\"shift left testinf\" class=\"wp-image-3574\" loading=\"lazy\" title=\"\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What is Shift Left Testing?&nbsp;<\/strong><\/h2>\n\n\n\n<p>Shift left testing is a software testing approach where testing begins early in the <a href=\"https:\/\/testgrid.io\/blog\/software-development-life-cycle\/\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/blog\/software-development-life-cycle\/\">software development life cycle (SDLC)<\/a>, alongside design and development, rather than at the end. The goal is to identify and fix defects sooner, when changes are faster and less costly.<\/p>\n\n\n\n<p>Traditionally, testing was performed after development using linear models such as the Waterfall approach. Since testing occurred late in the cycle, defects were expensive and time-consuming to resolve.<\/p>\n\n\n\n<p>Shift-left testing changes this by running development and testing in parallel. As soon as code is written, it is validated through early testing and rapid feedback. This follows the principle of \u201ctest early and test often,\u201d helping teams reduce rework, improve software quality, and deliver faster, more reliable releases.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Benefits of Shift-Left Testing<\/strong><\/h2>\n\n\n\n<p>The following are some noteworthy advantages of this type of testing:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Cost Savings Through Early Defect Detection<\/strong><\/h3>\n\n\n\n<p>Bugs found in later development stages often require major rework, affecting multiple dependencies and increasing costs. By shifting testing to earlier phases, developers can catch issues before they escalate, preventing expensive last-minute fixes and avoiding project delays.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Early Bug Detection in the SDLC<\/strong><\/h3>\n\n\n\n<p>When defects are found late in the development cycle, they can cause major operational disruptions or financial losses. This is especially true in industries like healthcare, banking, and automotive, where security breaches, system outages, and even product recalls can be a massive hassle.<\/p>\n\n\n\n<p>By incorporating testing from the start of development, shift left testing enables testers to <a href=\"https:\/\/testgrid.io\/blog\/bug-life-cycle\/\">identify bugs early<\/a>, preventing issues from escalating later. This makes it easy for developers to fix bugs quickly, reducing complexity and avoiding costly rework. Early detection also simplifies debugging and minimizes maintenance efforts.<\/p>\n\n\n\n<p><strong>Also read:<\/strong> <a href=\"https:\/\/testgrid.io\/blog\/bug-prevention-in-software\/\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/blog\/bug-prevention-in-software\/\">Bug Prevention in Software Testing<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Improved Product Quality<\/strong><\/h3>\n\n\n\n<p>At the end of the day, improving the customer experience is the ultimate goal. By identifying and addressing issues early through shift-left testing, organizations can deliver more reliable, efficient, and user-friendly products that meet customer expectations.<\/p>\n\n\n\n<p><strong><strong>Also read:<\/strong> <\/strong><a href=\"https:\/\/testgrid.io\/blog\/continuous-testing\/\">How to Improve Efficiency and Ship Better Software with Continuous Testing<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Better Collaboration Between Developers and Testers<\/strong><\/h3>\n\n\n\n<p>The shift left testing strategy strongly emphasizes collaboration between cross-functional teams, including developers, testers, and stakeholders. With the involvement of testers early in the development process, developers gain insights into potential challenges and risks, allowing them to create a robust preventive strategy.<\/p>\n\n\n\n<p>This shift-left approach in testing improves the quality of the software and fosters a culture of teamwork within the organization.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. Faster Time to Market<\/strong><\/h3>\n\n\n\n<p>With development and testing happening concurrently, the development pace remains steady. Organizations are able to release products faster without unexpected roadblocks.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. Higher Developer Productivityper productivity<\/strong><\/h3>\n\n\n\n<p>Late-stage bug fixes disrupt the development workflow and force developers to revisit the old code. However, finding defects sooner means fewer panicked all-hands moments. Developers can also shift their focus to building new features instead of constantly debugging old ones.<\/p>\n\n\n\n<p><strong><strong>Also read:<\/strong><\/strong> <a href=\"https:\/\/testgrid.io\/blog\/software-testing-trends\/\">The Next Wave of Software Testing Trends Shaping 2025<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Challenges of Shift Left Testing<\/strong><\/h2>\n\n\n\n<p>Despite the many benefits, the shift left approach isn\u2019t free of roadblocks. Here are a few:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Lack of Proper Test Strategy and Audits<\/strong><\/h3>\n\n\n\n<p>Regular code audits during development help ensure greater software quality. If done poorly, they can hinder the smooth execution of code testing and impact user experience. Without audits, the shift left strategy won\u2019t be successful.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Resistance from Teams<\/strong><\/h3>\n\n\n\n<p>The shift-left approach demands a significant shift in the culture of an organization. If developers are accustomed to traditional work processes, they might see shift left testing a hassle. It could disrupt the flow of work, tools, and required skills. That\u2019s why it\u2019s necessary to internalize the importance of shift left testing.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Not Everything can be Tested Early<\/strong><\/h3>\n\n\n\n<p>With powerful automation tools at our disposal, it can be tempting to deploy every kind of testing on every line of code.<\/p>\n\n\n\n<p>While unit tests and static code analysis can be performed at the initial stages of development, the more complex ones, such as <a href=\"https:\/\/testgrid.io\/blog\/performance-testing-guide\/\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/blog\/performance-testing-guide\/\">performance<\/a>, <a href=\"https:\/\/testgrid.io\/blog\/end-to-end-testing-a-detailed-guide\/\">end-to-end<\/a>, and <a href=\"https:\/\/testgrid.io\/blog\/usability-testing\/\">usability testing<\/a>, often require a fully integrated system, making early execution difficult.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Weak Test Infrastructure Can Disrupt Workflows<\/strong><\/h3>\n\n\n\n<p>Shift left testing can demand a considerable investment in time and effort if the foundation still needs to be laid. Without proper planning, shift left testing can increase test maintenance overload, as early tests may need frequent updates due to evolving requirements.<\/p>\n\n\n\n<p><strong><strong>Also read:<\/strong> <\/strong><a href=\"https:\/\/testgrid.io\/blog\/hidden-costs-of-ignoring-ai-testing-in-your-qa-strategy\/\">Hidden Costs of Ignoring AI Testing in Your QA Strategy<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How to Implement Shift Left Testing Effectively<\/strong><\/h2>\n\n\n\n<p>Here are some practices to implement shift left testing in your development process:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Involve testers in the planning and analysis phase<\/strong><\/h3>\n\n\n\n<p>By introducing testers in the planning and analysis phase, the development team can receive feedback on the software design\u2019s testing feasibility and input on potential testing scenarios.<\/p>\n\n\n\n<p>Testers can pinpoint any ambiguous requirements, missing requirements, and inconsistencies that may slow down the development process. In addition, testers can help developers in writing code by keeping testability in mind. This means specifying when to create mocks and stubs for testing modules not yet available.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Define clear quality standards<\/strong><\/h3>\n\n\n\n<p>For shift-left testing to be successful, both development and testing teams must set clear expectations and quality standards to achieve high-quality code. <\/p>\n\n\n\n<p>This can only happen when they:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Understand the tech stack and testing infrastructure&nbsp;&nbsp;<\/li>\n\n\n\n<li>Define code quality and test coverage goals&nbsp;&nbsp;<\/li>\n\n\n\n<li>Establish clear acceptance criteria for features&nbsp;&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>Both teams should also be aware of each other\u2019s technical capabilities, so they can provide support as and when needed.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. Adopt Behavior-Driven Development (BDD) testing<\/strong><\/h3>\n\n\n\n<p>BDD (Behavior-Driven Development) testing is an agile testing approach where test cases are written in simple, natural language, making them easily understandable for non-technical stakeholders.<\/p>\n\n\n\n<p>Its primary goal is to enhance collaboration among developers, testers, business analysts, and stakeholders by focusing on software behavior rather than implementation. Since BDD fosters cross-functional collaboration, it aligns well with the shift-left testing approach.<\/p>\n\n\n\n<p>Additionally, the use of ubiquitous language in shift-left testing in agile allows managers to track and understand the software development process more effectively.<\/p>\n\n\n\n<p>Learn <a href=\"https:\/\/testgrid.io\/blog\/tdd-vs-bdd-which-is-better\/\">which development approach is best for your project\u2014TDD vs BDD<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Adopt automation testing<\/strong><\/h3>\n\n\n\n<p><a href=\"https:\/\/testgrid.io\/blog\/test-automation\/\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/blog\/test-automation\/\">Automated testing<\/a> is a key enabler of shift-left testing, reducing manual effort and increasing test coverage. Effective implementation includes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/testgrid.io\/blog\/integration-testing-types-approaches\/\">Integration testing<\/a> to check how different parts of the software work together<\/li>\n\n\n\n<li><a href=\"https:\/\/testgrid.io\/blog\/unit-testing\/\">Unit testing<\/a> to verify the functionality of a specific module within a larger app in isolation<\/li>\n\n\n\n<li><a href=\"https:\/\/testgrid.io\/blog\/ui-testing\/\">UI testing<\/a> authenticates the visual elements of an app\u2019s interface, like menus, buttons, and text boxes<\/li>\n\n\n\n<li><a href=\"https:\/\/testgrid.io\/blog\/api-testing-guide\/\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/blog\/api-testing-guide\/\">API testing<\/a> validates the external endpoints of a single service and ensures they meet the requirements for reliability, performance, and security<\/li>\n<\/ul>\n\n\n\n<p>Utilizing <a href=\"https:\/\/testgrid.io\/blog\/automation-testing-tools\/\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/blog\/automation-testing-tools\/\">test automation tools<\/a> in the shift left testing approach significantly reduces the pressure on the testing team.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Future Trends in Shift Left Testing<\/strong><\/h2>\n\n\n\n<p>Let\u2019s explore what the future holds for shift left testing:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Security shift left<\/strong><\/h3>\n\n\n\n<p>With cybersecurity becoming a core requirement in software development, future shift-left testing will integrate security testing from the earliest stages, enabling real-time vulnerability detection.<\/p>\n\n\n\n<p>Developers will rely on threat modeling, automated security scanning, and AI penetration testing to catch security flaws before they reach production.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Shift left performance and chaos testing<\/strong><\/h3>\n\n\n\n<p>Previously, performance and chaos testing were conducted late during development because of resource constraints.<\/p>\n\n\n\n<p>The future will see <a href=\"https:\/\/testgrid.io\/blog\/load-testing-a-brief-guide\/\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/blog\/load-testing-a-brief-guide\/\">load testing<\/a>, performance profiling, and chaos engineering moving up in the cycle. This means teams will apply lightweight <a href=\"https:\/\/testgrid.io\/blog\/performance-testing-guide\/\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/blog\/performance-testing-guide\/\">performance testing<\/a> models during coding and introduce failure scenarios in staging environments to boost resilience.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. AI test automation and self-healing tests<\/strong><\/h3>\n\n\n\n<p>The rise of <a href=\"https:\/\/testgrid.io\/blog\/ai-testing-tools\/\">AI testing tools<\/a> that can self-heal test scripts whenever code changes has minimized manual intervention considerably.<\/p>\n\n\n\n<p>AI can also assist in auto-generating test cases, predicting failure points, and prioritizing high-risk areas in the codebase, optimizing the shift-left methodology. <a href=\"https:\/\/testgrid.io\/cotester\">AI software agents like CoTester<\/a> are delivering amazing results in this space.<\/p>\n\n\n\n<p>For instance, <a href=\"https:\/\/testgrid.io\/cotester\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/cotester\">CoTester<\/a> is pre-trained on advanced software testing fundamentals and Software Development Life Cycle (SDLC). It relies on predefined commands even when using natural language. It uses true AI to understand user intent without rigid syntax constraints.<\/p>\n\n\n\n<p>It shares detailed test case descriptions and a step-by-step editor for automation workflows. It showcases the sequence of interactions with elements like web forms and uses placeholder data for missing inputs.<\/p>\n\n\n\n<p>Check out how <a href=\"https:\/\/testgrid.io\/blog\/cotester-vs-other-agentic-ai-platforms-for-testing\/\">CoTester compares against other agentic AI platforms for testing<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Role of Real Device in Shift Left Testing<\/strong><\/h2>\n\n\n\n<p>For accurate results, testing on real devices is highly recommended. By running <a href=\"https:\/\/testgrid.io\/blog\/emulator-vs-simulator-vs-real-device\/\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/blog\/emulator-vs-simulator-vs-real-device\/\">tests on simulators or emulators<\/a>, it\u2019s not possible to evaluate the quality of the code adequately and get entirely correct results. Hence, development activities based on these results may not lead to high-quality software.<\/p>\n\n\n\n<p>Conducting <a href=\"https:\/\/testgrid.io\/real-device-testing\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/real-device-testing\">tests on real devices<\/a> from the beginning of the development process prevents bugs and ensures error-free, comprehensive testing.<\/p>\n\n\n\n<p><a href=\"https:\/\/testgrid.io\/real-device-testing\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/real-device-testing\">TestGrid\u2019s Real Device Cloud<\/a> empowers you to test mobile apps and websites on a wide range of real devices and browsers your users love, delivering an authentic user experience from the cloud. The best part is there\u2019s no need to invest in expensive in-house labs or hardware.<\/p>\n\n\n\n<p>You can test your mobile apps across 1,000+ real iOS and Android devices, comprising the latest versions and models.<\/p>\n\n\n\n<p>With <a href=\"https:\/\/testgrid.io\/cross-browser-testing\" data-type=\"link\" data-id=\"https:\/\/testgrid.io\/cross-browser-testing\">TestGrid\u2019s automated cross-browser testing<\/a>, build and run tests are scriptless\u2014saving time and resources. Execute tests in parallel or sequence to meet your project timelines effortlessly.<\/p>\n\n\n\n<p>Want to check if your app can handle 1,000 users at once? Simulate real-world conditions like poor network connectivity, low battery, and heavy device usage while tracking key metrics such as battery impact, CPU performance, and memory consumption. Simplify performance testing.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Shift Left vs Shift Right<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2017\/03\/TGModels-1024x682.png\" alt=\"why go for shift-left testing\" class=\"wp-image-1915\" loading=\"lazy\" title=\"\" srcset=\"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2017\/03\/TGModels-1024x682.png 1024w, https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2017\/03\/TGModels-300x200.png 300w, https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2017\/03\/TGModels-768x512.png 768w, https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2017\/03\/TGModels.png 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>While it may seem counterintuitive, shift-left and shift-right testing are complementary.<\/p>\n\n\n\n<p>The latter is the practice of testing later in the development process, usually in the production environments. It allows the development and testing teams to identify issues before the end users do. The shorter feedback loops from shift left enable them to respond to and remediate the errors quickly.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why Shift-Left Testing Should Be Your Go-To QA Approach<\/h2>\n\n\n\n<p>By integrating testing into development, shift left testing empowers organizations to identify and fix bugs early in the development process and save significant time, effort, and cost required to fix them in the later stages.&nbsp;<\/p>\n\n\n\n<p>At <a href=\"https:\/\/testgrid.io\">TestGrid<\/a>, we believe in the power of this approach. Our platform is designed to amplify the benefits of shift left testing, enabling you to deliver exceptional experiences to your users. Simply perform real device testing smarter, without compromising quality.<\/p>\n\n\n\n<p>You can count on our real device cloud 100%.<\/p>\n\n\n\n<p><a href=\"https:\/\/public.testgrid.io\/signup?_gl=1*1pixmpf*_gcl_au*Mzg1MTgzNzIwLjE3Mzg3NjY4NTI.*_ga*MjAzMjYyOTI4Ny4xNzMwOTgwMzAy*_ga_HRCJGRKSHZ*MTc0MjM2MjcwMi4yMTQuMS4xNzQyMzYzNzQwLjYwLjAuMTUwMTAxMzQ0MA..\">Sign up for a free trial with TestGrid.<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Frequently Asked Questions (FAQs)<\/strong><\/h2>\n\n\n<div id=\"rank-math-faq\" class=\"rank-math-block\">\n<div class=\"rank-math-list \">\n<div id=\"faq-question-1766158488659\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \">Can the shift left approach work in industries with heavy compliance requirements?<\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Yes, shift left testing enhances compliance by embedding security, auditability, and regulatory checks earlier in development. Automated tools can perform real-time compliance validation, reducing last-minute security risks.<\/p>\n<p>However, industries with strict regulations must balance shift-left testing with final compliance validation before release.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1766158504974\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \">Is it possible for shift left testing to completely replace traditional end-to-end (E2E) testing?<\/h3>\n<div class=\"rank-math-answer \">\n\n<p>No. While shift left testing focuses on early defect detection, it can\u2019t completely replace E2E testing. The latter, in fact, ensures all components work together in real-world conditions, which is tedious to replicate early in development. E2E testing is basically a supplementary approach that minimizes late-stage surprises.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1766158514836\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \">Is shift left testing only useful for Agile and DevOps teams, or can it work in traditional SDLC models?<\/h3>\n<div class=\"rank-math-answer \">\n\n<p>While shift left testing is commonly associated with Agile and DevOps, it can be applied in traditional SDLC models like Waterfall as well. Even in sequential development, incorporating early static code analysis, unit tests, and security checks reduces late-stage defects. However, the impact is most significant in iterative and fast-paced development models.<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>The testing landscape has witnessed a lot of advancements over time to satisfy the increasing demands for high-quality software. In today\u2019s agile world, organizations want to be efficient\u2014they want faster deployment cycles and evolving user requirements. As a result, it isn\u2019t surprising to see them explore new methodologies to evaluate an app\u2019s functionality, reliability, and [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":13764,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[209],"tags":[],"class_list":["post-1904","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-test-automation"],"acf":[],"images":{"medium":"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2025\/03\/Shift-Left-Testing.jpg","large":"https:\/\/testgrid.io\/blog\/wp-content\/uploads\/2025\/03\/Shift-Left-Testing.jpg"},"_links":{"self":[{"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/posts\/1904","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/comments?post=1904"}],"version-history":[{"count":8,"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/posts\/1904\/revisions"}],"predecessor-version":[{"id":16458,"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/posts\/1904\/revisions\/16458"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/media\/13764"}],"wp:attachment":[{"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/media?parent=1904"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/categories?post=1904"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testgrid.io\/blog\/wp-json\/wp\/v2\/tags?post=1904"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}